{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5 小提琴图Violinplot\n",
    "小提琴图允许可视化一个或多个组的数字变量的分布。它与箱形图非常接近，但可以更深入地了解密度。小提琴图特别适用于数据量巨大且无法显示个别观察结果的情况。在seaborn中使用violinplot函数绘制小提琴图，该章节主要内容有：\n",
    "1. 基础小提琴图绘制 Basic violinplot\n",
    "2. 小提琴图样式自定义 Custom seaborn violinplot\n",
    "3. 小提琴图颜色自定义 Control color of seaborn violinplot\n",
    "4. 分组小提琴图 Grouped violinplot\n",
    "5. 小提琴图组的顺序设置 Control order of groups in violinplot\n",
    "6. 显示小提琴图上的观察次数 Show number of observation on violinplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#调用seaborn\n",
    "import seaborn as sns\n",
    "#调用seaborn自带数据集\n",
    "df = sns.load_dataset('iris')\n",
    "#显示数据集\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. 基础小提琴图绘制 Basic violinplot\n",
    "+ 单个变量 One numerical variable only\n",
    "+ 包含多个分组的单个变量 One variable and several groups\n",
    "+ 多个变量 Several variables\n",
    "+ 水平小提琴图 Horizontal violinplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\ProgramData\\Anaconda3\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
      "  return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单个变量 One numerical variable only\n",
    "# 如果只有一个数值变量，则最好制作直方图或密度图，但是仍然可以用小提琴图来表示\n",
    "# Make boxplot for one group only\n",
    "sns.violinplot( y=df[\"sepal_length\"] );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 包含多个分组的单个变量 One variable and several groups\n",
    "# x为种类名，y为花萼长度\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"] );"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多个变量 Several variables\n",
    "# 单独拿出sepal_length和sepal_width绘制\n",
    "sns.violinplot(data=df.iloc[:,0:2]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 水平小提琴图 Horizontal violinplot\n",
    "# 可以通过orient设定方向，但是交换x,y画水平小提琴图更好\n",
    "# Just switch x and y\n",
    "sns.violinplot( y=df[\"species\"], x=df[\"sepal_length\"] );"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. 小提琴图样式自定义 Custom seaborn violinplot\n",
    "+ 线宽自定义 Change line width\n",
    "+ 图像一般宽度自定义 Change width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 线宽自定义 Change line width\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"], linewidth=5);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 图像一般宽度自定义 Change width\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"], width=0.3);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. 小提琴图颜色自定义 Control color of seaborn violinplot\n",
    "+ 使用调色板 Use a color palette\n",
    "+ 单种颜色 Uniform color\n",
    "+ 指定每个组的颜色 Specify color of each group\n",
    "+ 突出显示一个组 Highlight a group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用调色板 Use a color palette\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"], palette=\"Blues\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 单种颜色 Uniform color\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"], color=\"skyblue\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 指定每个组的颜色 Specify color of each group\n",
    "# Make a dictionary with one specific color per group:\n",
    "my_pal = {\"versicolor\": \"g\", \"setosa\": \"b\", \"virginica\":\"m\"}\n",
    "#plot it\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"], palette=my_pal);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 突出显示一个组 Highlight a group\n",
    "# make a vector of color: red for the interesting group, blue for others:\n",
    "my_pal = {species: \"r\" if species == \"versicolor\" else \"b\" for species in df.species.unique()} \n",
    "# make the plot\n",
    "sns.violinplot( x=df[\"species\"], y=df[\"sepal_length\"], palette=my_pal);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. 分组小提琴图 Grouped violinplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 如果您有一个变量，变量有几个组和子组，您可能需要制作一个分组的小提琴图。\n",
    "df_test = sns.load_dataset('tips')\n",
    "# Grouped violinplot 分组\n",
    "sns.violinplot(x=\"day\", y=\"total_bill\", hue=\"smoker\", data=df_test, palette=\"Pastel1\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5. 小提琴图组的顺序设置 Control order of groups in violinplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot order设置顺序就行\n",
    "sns.violinplot(x='species', y='sepal_length', data=df, order=[ \"versicolor\", \"virginica\", \"setosa\"]);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find the order 或者通过设置一定的规则排序\n",
    "my_order = df.groupby(by=[\"species\"])[\"sepal_length\"].median().iloc[::-1].index\n",
    "# Give it to the violinplot\n",
    "sns.violinplot(x='species', y='sepal_length', data=df, order=my_order);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 6. 显示小提琴图上的观察次数 Show number of observation on violinplot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Basic violinplot 基础小提琴图像绘制\n",
    "ax = sns.violinplot(x=\"species\", y=\"sepal_length\", data=df)\n",
    " \n",
    "# Calculate number of obs per group & median to position labels 计算各个样本数量\n",
    "medians = df.groupby(['species'])['sepal_length'].median().values\n",
    "nobs = df['species'].value_counts().values\n",
    "nobs = [str(x) for x in nobs.tolist()]\n",
    "nobs = [\"n: \" + i for i in nobs]\n",
    " \n",
    "# Add it to the plot 加入图像\n",
    "pos = range(len(nobs))\n",
    "for tick,label in zip(pos,ax.get_xticklabels()):\n",
    "   ax.text(pos[tick], medians[tick] + 0.03, nobs[tick], horizontalalignment='center', size='x-small', color='w', weight='semibold');"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
